{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**FIFA 19 Dataset Analysis**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# from IPython.display import HTML\n",
    "# HTML('''\n",
    "# <script>\n",
    "#   function code_toggle() {\n",
    "#     if (code_shown){\n",
    "#       $('div.input').hide('500');\n",
    "#       $('#toggleButton').val('Show Code')\n",
    "#     } else {\n",
    "#       $('div.input').show('500');\n",
    "#       $('#toggleButton').val('Hide Code')\n",
    "#     }\n",
    "#     code_shown = !code_shown\n",
    "#   }\n",
    "\n",
    "#   $( document ).ready(function(){\n",
    "#     code_shown=false;\n",
    "#     $('div.input').hide()\n",
    "#   });\n",
    "# </script>\n",
    "# <form action=\"javascript:code_toggle()\"><input type=\"submit\" id=\"toggleButton\" value=\"Show Code\"></form>''')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Data Preprocessing**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "_cell_guid": "b1076dfc-b9ad-4769-8c92-a6c4dae69d19",
    "_uuid": "8f2839f25d086af736a60e9eeb907d3b93b6e0e5"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['data.csv']\n"
     ]
    }
   ],
   "source": [
    "# This Python 3 environment comes with many helpful analytics libraries installed\n",
    "# It is defined by the kaggle/python docker image: https://github.com/kaggle/docker-python\n",
    "# For example, here's several helpful packages to load in \n",
    "\n",
    "import numpy as np # linear algebra\n",
    "import pandas as pd # data processing, CSV file I/O (e.g. pd.read_csv)\n",
    "\n",
    "# Input data files are available in the \"../input/\" directory.\n",
    "# For example, running this (by clicking run or pressing Shift+Enter) will list the files in the input directory\n",
    "\n",
    "import os\n",
    "print(os.listdir(\"../input\"))\n",
    "\n",
    "\n",
    "# Any results you write to the current directory are saved as output."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "_cell_guid": "79c7e3d0-c299-4dcb-8224-4455121ee9b0",
    "_uuid": "d629ff2d2480ee46fbb7e2d37f6b5fab8052498a"
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ID</th>\n",
       "      <th>Name</th>\n",
       "      <th>Age</th>\n",
       "      <th>Photo</th>\n",
       "      <th>Nationality</th>\n",
       "      <th>Flag</th>\n",
       "      <th>Overall</th>\n",
       "      <th>Potential</th>\n",
       "      <th>Club</th>\n",
       "      <th>Club Logo</th>\n",
       "      <th>Value</th>\n",
       "      <th>Wage</th>\n",
       "      <th>Special</th>\n",
       "      <th>Preferred Foot</th>\n",
       "      <th>International Reputation</th>\n",
       "      <th>Weak Foot</th>\n",
       "      <th>Skill Moves</th>\n",
       "      <th>Work Rate</th>\n",
       "      <th>Body Type</th>\n",
       "      <th>Real Face</th>\n",
       "      <th>Position</th>\n",
       "      <th>Jersey Number</th>\n",
       "      <th>Joined</th>\n",
       "      <th>Loaned From</th>\n",
       "      <th>Contract Valid Until</th>\n",
       "      <th>Height</th>\n",
       "      <th>Weight</th>\n",
       "      <th>LS</th>\n",
       "      <th>ST</th>\n",
       "      <th>RS</th>\n",
       "      <th>LW</th>\n",
       "      <th>LF</th>\n",
       "      <th>CF</th>\n",
       "      <th>RF</th>\n",
       "      <th>RW</th>\n",
       "      <th>LAM</th>\n",
       "      <th>CAM</th>\n",
       "      <th>RAM</th>\n",
       "      <th>LM</th>\n",
       "      <th>LCM</th>\n",
       "      <th>...</th>\n",
       "      <th>LB</th>\n",
       "      <th>LCB</th>\n",
       "      <th>CB</th>\n",
       "      <th>RCB</th>\n",
       "      <th>RB</th>\n",
       "      <th>Crossing</th>\n",
       "      <th>Finishing</th>\n",
       "      <th>HeadingAccuracy</th>\n",
       "      <th>ShortPassing</th>\n",
       "      <th>Volleys</th>\n",
       "      <th>Dribbling</th>\n",
       "      <th>Curve</th>\n",
       "      <th>FKAccuracy</th>\n",
       "      <th>LongPassing</th>\n",
       "      <th>BallControl</th>\n",
       "      <th>Acceleration</th>\n",
       "      <th>SprintSpeed</th>\n",
       "      <th>Agility</th>\n",
       "      <th>Reactions</th>\n",
       "      <th>Balance</th>\n",
       "      <th>ShotPower</th>\n",
       "      <th>Jumping</th>\n",
       "      <th>Stamina</th>\n",
       "      <th>Strength</th>\n",
       "      <th>LongShots</th>\n",
       "      <th>Aggression</th>\n",
       "      <th>Interceptions</th>\n",
       "      <th>Positioning</th>\n",
       "      <th>Vision</th>\n",
       "      <th>Penalties</th>\n",
       "      <th>Composure</th>\n",
       "      <th>Marking</th>\n",
       "      <th>StandingTackle</th>\n",
       "      <th>SlidingTackle</th>\n",
       "      <th>GKDiving</th>\n",
       "      <th>GKHandling</th>\n",
       "      <th>GKKicking</th>\n",
       "      <th>GKPositioning</th>\n",
       "      <th>GKReflexes</th>\n",
       "      <th>Release Clause</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>158023</td>\n",
       "      <td>L. Messi</td>\n",
       "      <td>31</td>\n",
       "      <td>https://cdn.sofifa.org/players/4/19/158023.png</td>\n",
       "      <td>Argentina</td>\n",
       "      <td>https://cdn.sofifa.org/flags/52.png</td>\n",
       "      <td>94</td>\n",
       "      <td>94</td>\n",
       "      <td>FC Barcelona</td>\n",
       "      <td>https://cdn.sofifa.org/teams/2/light/241.png</td>\n",
       "      <td>€110.5M</td>\n",
       "      <td>€565K</td>\n",
       "      <td>2202</td>\n",
       "      <td>Left</td>\n",
       "      <td>5.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Medium/ Medium</td>\n",
       "      <td>Messi</td>\n",
       "      <td>Yes</td>\n",
       "      <td>RF</td>\n",
       "      <td>10.0</td>\n",
       "      <td>Jul 1, 2004</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2021</td>\n",
       "      <td>5'7</td>\n",
       "      <td>159lbs</td>\n",
       "      <td>88+2</td>\n",
       "      <td>88+2</td>\n",
       "      <td>88+2</td>\n",
       "      <td>92+2</td>\n",
       "      <td>93+2</td>\n",
       "      <td>93+2</td>\n",
       "      <td>93+2</td>\n",
       "      <td>92+2</td>\n",
       "      <td>93+2</td>\n",
       "      <td>93+2</td>\n",
       "      <td>93+2</td>\n",
       "      <td>91+2</td>\n",
       "      <td>84+2</td>\n",
       "      <td>...</td>\n",
       "      <td>59+2</td>\n",
       "      <td>47+2</td>\n",
       "      <td>47+2</td>\n",
       "      <td>47+2</td>\n",
       "      <td>59+2</td>\n",
       "      <td>84.0</td>\n",
       "      <td>95.0</td>\n",
       "      <td>70.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>86.0</td>\n",
       "      <td>97.0</td>\n",
       "      <td>93.0</td>\n",
       "      <td>94.0</td>\n",
       "      <td>87.0</td>\n",
       "      <td>96.0</td>\n",
       "      <td>91.0</td>\n",
       "      <td>86.0</td>\n",
       "      <td>91.0</td>\n",
       "      <td>95.0</td>\n",
       "      <td>95.0</td>\n",
       "      <td>85.0</td>\n",
       "      <td>68.0</td>\n",
       "      <td>72.0</td>\n",
       "      <td>59.0</td>\n",
       "      <td>94.0</td>\n",
       "      <td>48.0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>94.0</td>\n",
       "      <td>94.0</td>\n",
       "      <td>75.0</td>\n",
       "      <td>96.0</td>\n",
       "      <td>33.0</td>\n",
       "      <td>28.0</td>\n",
       "      <td>26.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>€226.5M</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>20801</td>\n",
       "      <td>Cristiano Ronaldo</td>\n",
       "      <td>33</td>\n",
       "      <td>https://cdn.sofifa.org/players/4/19/20801.png</td>\n",
       "      <td>Portugal</td>\n",
       "      <td>https://cdn.sofifa.org/flags/38.png</td>\n",
       "      <td>94</td>\n",
       "      <td>94</td>\n",
       "      <td>Juventus</td>\n",
       "      <td>https://cdn.sofifa.org/teams/2/light/45.png</td>\n",
       "      <td>€77M</td>\n",
       "      <td>€405K</td>\n",
       "      <td>2228</td>\n",
       "      <td>Right</td>\n",
       "      <td>5.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>High/ Low</td>\n",
       "      <td>C. Ronaldo</td>\n",
       "      <td>Yes</td>\n",
       "      <td>ST</td>\n",
       "      <td>7.0</td>\n",
       "      <td>Jul 10, 2018</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2022</td>\n",
       "      <td>6'2</td>\n",
       "      <td>183lbs</td>\n",
       "      <td>91+3</td>\n",
       "      <td>91+3</td>\n",
       "      <td>91+3</td>\n",
       "      <td>89+3</td>\n",
       "      <td>90+3</td>\n",
       "      <td>90+3</td>\n",
       "      <td>90+3</td>\n",
       "      <td>89+3</td>\n",
       "      <td>88+3</td>\n",
       "      <td>88+3</td>\n",
       "      <td>88+3</td>\n",
       "      <td>88+3</td>\n",
       "      <td>81+3</td>\n",
       "      <td>...</td>\n",
       "      <td>61+3</td>\n",
       "      <td>53+3</td>\n",
       "      <td>53+3</td>\n",
       "      <td>53+3</td>\n",
       "      <td>61+3</td>\n",
       "      <td>84.0</td>\n",
       "      <td>94.0</td>\n",
       "      <td>89.0</td>\n",
       "      <td>81.0</td>\n",
       "      <td>87.0</td>\n",
       "      <td>88.0</td>\n",
       "      <td>81.0</td>\n",
       "      <td>76.0</td>\n",
       "      <td>77.0</td>\n",
       "      <td>94.0</td>\n",
       "      <td>89.0</td>\n",
       "      <td>91.0</td>\n",
       "      <td>87.0</td>\n",
       "      <td>96.0</td>\n",
       "      <td>70.0</td>\n",
       "      <td>95.0</td>\n",
       "      <td>95.0</td>\n",
       "      <td>88.0</td>\n",
       "      <td>79.0</td>\n",
       "      <td>93.0</td>\n",
       "      <td>63.0</td>\n",
       "      <td>29.0</td>\n",
       "      <td>95.0</td>\n",
       "      <td>82.0</td>\n",
       "      <td>85.0</td>\n",
       "      <td>95.0</td>\n",
       "      <td>28.0</td>\n",
       "      <td>31.0</td>\n",
       "      <td>23.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>€127.1M</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>190871</td>\n",
       "      <td>Neymar Jr</td>\n",
       "      <td>26</td>\n",
       "      <td>https://cdn.sofifa.org/players/4/19/190871.png</td>\n",
       "      <td>Brazil</td>\n",
       "      <td>https://cdn.sofifa.org/flags/54.png</td>\n",
       "      <td>92</td>\n",
       "      <td>93</td>\n",
       "      <td>Paris Saint-Germain</td>\n",
       "      <td>https://cdn.sofifa.org/teams/2/light/73.png</td>\n",
       "      <td>€118.5M</td>\n",
       "      <td>€290K</td>\n",
       "      <td>2143</td>\n",
       "      <td>Right</td>\n",
       "      <td>5.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>High/ Medium</td>\n",
       "      <td>Neymar</td>\n",
       "      <td>Yes</td>\n",
       "      <td>LW</td>\n",
       "      <td>10.0</td>\n",
       "      <td>Aug 3, 2017</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2022</td>\n",
       "      <td>5'9</td>\n",
       "      <td>150lbs</td>\n",
       "      <td>84+3</td>\n",
       "      <td>84+3</td>\n",
       "      <td>84+3</td>\n",
       "      <td>89+3</td>\n",
       "      <td>89+3</td>\n",
       "      <td>89+3</td>\n",
       "      <td>89+3</td>\n",
       "      <td>89+3</td>\n",
       "      <td>89+3</td>\n",
       "      <td>89+3</td>\n",
       "      <td>89+3</td>\n",
       "      <td>88+3</td>\n",
       "      <td>81+3</td>\n",
       "      <td>...</td>\n",
       "      <td>60+3</td>\n",
       "      <td>47+3</td>\n",
       "      <td>47+3</td>\n",
       "      <td>47+3</td>\n",
       "      <td>60+3</td>\n",
       "      <td>79.0</td>\n",
       "      <td>87.0</td>\n",
       "      <td>62.0</td>\n",
       "      <td>84.0</td>\n",
       "      <td>84.0</td>\n",
       "      <td>96.0</td>\n",
       "      <td>88.0</td>\n",
       "      <td>87.0</td>\n",
       "      <td>78.0</td>\n",
       "      <td>95.0</td>\n",
       "      <td>94.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>96.0</td>\n",
       "      <td>94.0</td>\n",
       "      <td>84.0</td>\n",
       "      <td>80.0</td>\n",
       "      <td>61.0</td>\n",
       "      <td>81.0</td>\n",
       "      <td>49.0</td>\n",
       "      <td>82.0</td>\n",
       "      <td>56.0</td>\n",
       "      <td>36.0</td>\n",
       "      <td>89.0</td>\n",
       "      <td>87.0</td>\n",
       "      <td>81.0</td>\n",
       "      <td>94.0</td>\n",
       "      <td>27.0</td>\n",
       "      <td>24.0</td>\n",
       "      <td>33.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>€228.1M</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>193080</td>\n",
       "      <td>De Gea</td>\n",
       "      <td>27</td>\n",
       "      <td>https://cdn.sofifa.org/players/4/19/193080.png</td>\n",
       "      <td>Spain</td>\n",
       "      <td>https://cdn.sofifa.org/flags/45.png</td>\n",
       "      <td>91</td>\n",
       "      <td>93</td>\n",
       "      <td>Manchester United</td>\n",
       "      <td>https://cdn.sofifa.org/teams/2/light/11.png</td>\n",
       "      <td>€72M</td>\n",
       "      <td>€260K</td>\n",
       "      <td>1471</td>\n",
       "      <td>Right</td>\n",
       "      <td>4.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Medium/ Medium</td>\n",
       "      <td>Lean</td>\n",
       "      <td>Yes</td>\n",
       "      <td>GK</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Jul 1, 2011</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2020</td>\n",
       "      <td>6'4</td>\n",
       "      <td>168lbs</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>17.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>51.0</td>\n",
       "      <td>42.0</td>\n",
       "      <td>57.0</td>\n",
       "      <td>58.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>43.0</td>\n",
       "      <td>31.0</td>\n",
       "      <td>67.0</td>\n",
       "      <td>43.0</td>\n",
       "      <td>64.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>38.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>68.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>68.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>85.0</td>\n",
       "      <td>87.0</td>\n",
       "      <td>88.0</td>\n",
       "      <td>94.0</td>\n",
       "      <td>€138.6M</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>192985</td>\n",
       "      <td>K. De Bruyne</td>\n",
       "      <td>27</td>\n",
       "      <td>https://cdn.sofifa.org/players/4/19/192985.png</td>\n",
       "      <td>Belgium</td>\n",
       "      <td>https://cdn.sofifa.org/flags/7.png</td>\n",
       "      <td>91</td>\n",
       "      <td>92</td>\n",
       "      <td>Manchester City</td>\n",
       "      <td>https://cdn.sofifa.org/teams/2/light/10.png</td>\n",
       "      <td>€102M</td>\n",
       "      <td>€355K</td>\n",
       "      <td>2281</td>\n",
       "      <td>Right</td>\n",
       "      <td>4.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>High/ High</td>\n",
       "      <td>Normal</td>\n",
       "      <td>Yes</td>\n",
       "      <td>RCM</td>\n",
       "      <td>7.0</td>\n",
       "      <td>Aug 30, 2015</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2023</td>\n",
       "      <td>5'11</td>\n",
       "      <td>154lbs</td>\n",
       "      <td>82+3</td>\n",
       "      <td>82+3</td>\n",
       "      <td>82+3</td>\n",
       "      <td>87+3</td>\n",
       "      <td>87+3</td>\n",
       "      <td>87+3</td>\n",
       "      <td>87+3</td>\n",
       "      <td>87+3</td>\n",
       "      <td>88+3</td>\n",
       "      <td>88+3</td>\n",
       "      <td>88+3</td>\n",
       "      <td>88+3</td>\n",
       "      <td>87+3</td>\n",
       "      <td>...</td>\n",
       "      <td>73+3</td>\n",
       "      <td>66+3</td>\n",
       "      <td>66+3</td>\n",
       "      <td>66+3</td>\n",
       "      <td>73+3</td>\n",
       "      <td>93.0</td>\n",
       "      <td>82.0</td>\n",
       "      <td>55.0</td>\n",
       "      <td>92.0</td>\n",
       "      <td>82.0</td>\n",
       "      <td>86.0</td>\n",
       "      <td>85.0</td>\n",
       "      <td>83.0</td>\n",
       "      <td>91.0</td>\n",
       "      <td>91.0</td>\n",
       "      <td>78.0</td>\n",
       "      <td>76.0</td>\n",
       "      <td>79.0</td>\n",
       "      <td>91.0</td>\n",
       "      <td>77.0</td>\n",
       "      <td>91.0</td>\n",
       "      <td>63.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>75.0</td>\n",
       "      <td>91.0</td>\n",
       "      <td>76.0</td>\n",
       "      <td>61.0</td>\n",
       "      <td>87.0</td>\n",
       "      <td>94.0</td>\n",
       "      <td>79.0</td>\n",
       "      <td>88.0</td>\n",
       "      <td>68.0</td>\n",
       "      <td>58.0</td>\n",
       "      <td>51.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>€196.4M</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       ID               Name      ...        GKReflexes Release Clause\n",
       "0  158023           L. Messi      ...               8.0        €226.5M\n",
       "1   20801  Cristiano Ronaldo      ...              11.0        €127.1M\n",
       "2  190871          Neymar Jr      ...              11.0        €228.1M\n",
       "3  193080             De Gea      ...              94.0        €138.6M\n",
       "4  192985       K. De Bruyne      ...              13.0        €196.4M\n",
       "\n",
       "[5 rows x 88 columns]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import warnings\n",
    "warnings.filterwarnings('ignore')\n",
    "\n",
    "df = pd.read_csv(\"../input/data.csv\")\n",
    "df = df.drop('Unnamed: 0', axis=1)\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Data Visualization**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The oldest player in FIFA 19 is 45 years old. His name is O. Pérez he is from Mexico and plays for Pachuca .\n",
      "The median age of a player on FIFA 19 is 25.122205745043114\n",
      "The youngest players is 16 years old. His name is W. Geubbels he is from France and plays for AS Monaco .\n"
     ]
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "plt.hist(df['Age'])\n",
    "plt.xlabel('Players Age')\n",
    "plt.ylabel('Number of players')\n",
    "plt.show()\n",
    "oldest = df.loc[df['Age'].idxmax()]\n",
    "print(\"The oldest player in FIFA 19 is\", df['Age'].max(), \"years old. His name is\", oldest['Name'], \n",
    "      'he is from',oldest['Nationality'],'and plays for',oldest['Club'],'.')\n",
    "print('The median age of a player on FIFA 19 is', np.mean(df['Age']))\n",
    "youngest = df.loc[df['Age'].idxmin()]\n",
    "print('The youngest players is',df['Age'].min(), \"years old. His name is\", youngest['Name'], \n",
    "      'he is from',youngest['Nationality'],'and plays for',youngest['Club'],'.')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The best player in FIFA 19 is 94 overall. His name is L. Messi he is from Argentina and plays for FC Barcelona .\n",
      "The median rating of a player on FIFA 19 is 66.23869940132916\n",
      "The worst players is 46 overall. His name is G. Nugent he is from England and plays for Tranmere Rovers .\n"
     ]
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "plt.hist(df['Overall'])\n",
    "plt.xlabel('Players Rating')\n",
    "plt.ylabel('Number of players')\n",
    "plt.show()\n",
    "best = df.loc[df['Overall'].idxmax()]\n",
    "print(\"The best player in FIFA 19 is\", df['Overall'].max(), \"overall. His name is\", best['Name'], \n",
    "      'he is from',best['Nationality'],'and plays for',best['Club'],'.')\n",
    "print('The median rating of a player on FIFA 19 is', np.mean(df['Overall']))\n",
    "worst = df.loc[df['Overall'].idxmin()]\n",
    "print('The worst players is',df['Overall'].min(), \"overall. His name is\", worst['Name'], \n",
    "      'he is from',worst['Nationality'],'and plays for',worst['Club'],'.')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The best potential player in FIFA 19 is 95 overall. His name is K. Mbappé he is from France and plays for Paris Saint-Germain .\n",
      "The median potential rating of a player on FIFA 19 is 71.30729939034437\n",
      "The worst potential player is 48 overall. His name is Y. Uchimura he is from Japan and plays for Hokkaido Consadole Sapporo .\n"
     ]
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "plt.hist(df['Potential'])\n",
    "plt.xlabel('Players Potential')\n",
    "plt.ylabel('Number of players')\n",
    "plt.show()\n",
    "bestp = df.loc[df['Potential'].idxmax()]\n",
    "print(\"The best potential player in FIFA 19 is\", df['Potential'].max(), \"overall. His name is\", bestp['Name'], \n",
    "      'he is from',bestp['Nationality'],'and plays for',bestp['Club'],'.')\n",
    "print('The median potential rating of a player on FIFA 19 is', np.mean(df['Potential']))\n",
    "worstp = df.loc[df['Potential'].idxmin()]\n",
    "print('The worst potential player is',df['Potential'].min(), \"overall. His name is\", worstp['Name'], \n",
    "      'he is from',worstp['Nationality'],'and plays for',worstp['Club'],'.')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x1080 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import seaborn as sns\n",
    "plt.figure(figsize=(20, 15))\n",
    "sns.regplot(df['Age'] , df['Overall'])\n",
    "plt.title('Age vs Overall rating')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ID</th>\n",
       "      <th>Name</th>\n",
       "      <th>Age</th>\n",
       "      <th>Photo</th>\n",
       "      <th>Nationality</th>\n",
       "      <th>Flag</th>\n",
       "      <th>Overall</th>\n",
       "      <th>Potential</th>\n",
       "      <th>Club</th>\n",
       "      <th>Club Logo</th>\n",
       "      <th>Value</th>\n",
       "      <th>Wage</th>\n",
       "      <th>Special</th>\n",
       "      <th>Preferred Foot</th>\n",
       "      <th>International Reputation</th>\n",
       "      <th>Weak Foot</th>\n",
       "      <th>Skill Moves</th>\n",
       "      <th>Work Rate</th>\n",
       "      <th>Body Type</th>\n",
       "      <th>Real Face</th>\n",
       "      <th>Position</th>\n",
       "      <th>Jersey Number</th>\n",
       "      <th>Joined</th>\n",
       "      <th>Loaned From</th>\n",
       "      <th>Contract Valid Until</th>\n",
       "      <th>Height</th>\n",
       "      <th>Weight</th>\n",
       "      <th>LS</th>\n",
       "      <th>ST</th>\n",
       "      <th>RS</th>\n",
       "      <th>LW</th>\n",
       "      <th>LF</th>\n",
       "      <th>CF</th>\n",
       "      <th>RF</th>\n",
       "      <th>RW</th>\n",
       "      <th>LAM</th>\n",
       "      <th>CAM</th>\n",
       "      <th>RAM</th>\n",
       "      <th>LM</th>\n",
       "      <th>LCM</th>\n",
       "      <th>...</th>\n",
       "      <th>LB</th>\n",
       "      <th>LCB</th>\n",
       "      <th>CB</th>\n",
       "      <th>RCB</th>\n",
       "      <th>RB</th>\n",
       "      <th>Crossing</th>\n",
       "      <th>Finishing</th>\n",
       "      <th>HeadingAccuracy</th>\n",
       "      <th>ShortPassing</th>\n",
       "      <th>Volleys</th>\n",
       "      <th>Dribbling</th>\n",
       "      <th>Curve</th>\n",
       "      <th>FKAccuracy</th>\n",
       "      <th>LongPassing</th>\n",
       "      <th>BallControl</th>\n",
       "      <th>Acceleration</th>\n",
       "      <th>SprintSpeed</th>\n",
       "      <th>Agility</th>\n",
       "      <th>Reactions</th>\n",
       "      <th>Balance</th>\n",
       "      <th>ShotPower</th>\n",
       "      <th>Jumping</th>\n",
       "      <th>Stamina</th>\n",
       "      <th>Strength</th>\n",
       "      <th>LongShots</th>\n",
       "      <th>Aggression</th>\n",
       "      <th>Interceptions</th>\n",
       "      <th>Positioning</th>\n",
       "      <th>Vision</th>\n",
       "      <th>Penalties</th>\n",
       "      <th>Composure</th>\n",
       "      <th>Marking</th>\n",
       "      <th>StandingTackle</th>\n",
       "      <th>SlidingTackle</th>\n",
       "      <th>GKDiving</th>\n",
       "      <th>GKHandling</th>\n",
       "      <th>GKKicking</th>\n",
       "      <th>GKPositioning</th>\n",
       "      <th>GKReflexes</th>\n",
       "      <th>Release Clause</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>158023</td>\n",
       "      <td>L. Messi</td>\n",
       "      <td>31</td>\n",
       "      <td>https://cdn.sofifa.org/players/4/19/158023.png</td>\n",
       "      <td>Argentina</td>\n",
       "      <td>https://cdn.sofifa.org/flags/52.png</td>\n",
       "      <td>94</td>\n",
       "      <td>94</td>\n",
       "      <td>FC Barcelona</td>\n",
       "      <td>https://cdn.sofifa.org/teams/2/light/241.png</td>\n",
       "      <td>€110.5M</td>\n",
       "      <td>€565K</td>\n",
       "      <td>2202</td>\n",
       "      <td>Left</td>\n",
       "      <td>5.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Medium/ Medium</td>\n",
       "      <td>Messi</td>\n",
       "      <td>Yes</td>\n",
       "      <td>RF</td>\n",
       "      <td>10.0</td>\n",
       "      <td>Jul 1, 2004</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2021</td>\n",
       "      <td>5'7</td>\n",
       "      <td>159lbs</td>\n",
       "      <td>88+2</td>\n",
       "      <td>88+2</td>\n",
       "      <td>88+2</td>\n",
       "      <td>92+2</td>\n",
       "      <td>93+2</td>\n",
       "      <td>93+2</td>\n",
       "      <td>93+2</td>\n",
       "      <td>92+2</td>\n",
       "      <td>93+2</td>\n",
       "      <td>93+2</td>\n",
       "      <td>93+2</td>\n",
       "      <td>91+2</td>\n",
       "      <td>84+2</td>\n",
       "      <td>...</td>\n",
       "      <td>59+2</td>\n",
       "      <td>47+2</td>\n",
       "      <td>47+2</td>\n",
       "      <td>47+2</td>\n",
       "      <td>59+2</td>\n",
       "      <td>84.0</td>\n",
       "      <td>95.0</td>\n",
       "      <td>70.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>86.0</td>\n",
       "      <td>97.0</td>\n",
       "      <td>93.0</td>\n",
       "      <td>94.0</td>\n",
       "      <td>87.0</td>\n",
       "      <td>96.0</td>\n",
       "      <td>91.0</td>\n",
       "      <td>86.0</td>\n",
       "      <td>91.0</td>\n",
       "      <td>95.0</td>\n",
       "      <td>95.0</td>\n",
       "      <td>85.0</td>\n",
       "      <td>68.0</td>\n",
       "      <td>72.0</td>\n",
       "      <td>59.0</td>\n",
       "      <td>94.0</td>\n",
       "      <td>48.0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>94.0</td>\n",
       "      <td>94.0</td>\n",
       "      <td>75.0</td>\n",
       "      <td>96.0</td>\n",
       "      <td>33.0</td>\n",
       "      <td>28.0</td>\n",
       "      <td>26.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>€226.5M</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>20801</td>\n",
       "      <td>Cristiano Ronaldo</td>\n",
       "      <td>33</td>\n",
       "      <td>https://cdn.sofifa.org/players/4/19/20801.png</td>\n",
       "      <td>Portugal</td>\n",
       "      <td>https://cdn.sofifa.org/flags/38.png</td>\n",
       "      <td>94</td>\n",
       "      <td>94</td>\n",
       "      <td>Juventus</td>\n",
       "      <td>https://cdn.sofifa.org/teams/2/light/45.png</td>\n",
       "      <td>€77M</td>\n",
       "      <td>€405K</td>\n",
       "      <td>2228</td>\n",
       "      <td>Right</td>\n",
       "      <td>5.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>High/ Low</td>\n",
       "      <td>C. Ronaldo</td>\n",
       "      <td>Yes</td>\n",
       "      <td>ST</td>\n",
       "      <td>7.0</td>\n",
       "      <td>Jul 10, 2018</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2022</td>\n",
       "      <td>6'2</td>\n",
       "      <td>183lbs</td>\n",
       "      <td>91+3</td>\n",
       "      <td>91+3</td>\n",
       "      <td>91+3</td>\n",
       "      <td>89+3</td>\n",
       "      <td>90+3</td>\n",
       "      <td>90+3</td>\n",
       "      <td>90+3</td>\n",
       "      <td>89+3</td>\n",
       "      <td>88+3</td>\n",
       "      <td>88+3</td>\n",
       "      <td>88+3</td>\n",
       "      <td>88+3</td>\n",
       "      <td>81+3</td>\n",
       "      <td>...</td>\n",
       "      <td>61+3</td>\n",
       "      <td>53+3</td>\n",
       "      <td>53+3</td>\n",
       "      <td>53+3</td>\n",
       "      <td>61+3</td>\n",
       "      <td>84.0</td>\n",
       "      <td>94.0</td>\n",
       "      <td>89.0</td>\n",
       "      <td>81.0</td>\n",
       "      <td>87.0</td>\n",
       "      <td>88.0</td>\n",
       "      <td>81.0</td>\n",
       "      <td>76.0</td>\n",
       "      <td>77.0</td>\n",
       "      <td>94.0</td>\n",
       "      <td>89.0</td>\n",
       "      <td>91.0</td>\n",
       "      <td>87.0</td>\n",
       "      <td>96.0</td>\n",
       "      <td>70.0</td>\n",
       "      <td>95.0</td>\n",
       "      <td>95.0</td>\n",
       "      <td>88.0</td>\n",
       "      <td>79.0</td>\n",
       "      <td>93.0</td>\n",
       "      <td>63.0</td>\n",
       "      <td>29.0</td>\n",
       "      <td>95.0</td>\n",
       "      <td>82.0</td>\n",
       "      <td>85.0</td>\n",
       "      <td>95.0</td>\n",
       "      <td>28.0</td>\n",
       "      <td>31.0</td>\n",
       "      <td>23.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>€127.1M</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>190871</td>\n",
       "      <td>Neymar Jr</td>\n",
       "      <td>26</td>\n",
       "      <td>https://cdn.sofifa.org/players/4/19/190871.png</td>\n",
       "      <td>Brazil</td>\n",
       "      <td>https://cdn.sofifa.org/flags/54.png</td>\n",
       "      <td>92</td>\n",
       "      <td>93</td>\n",
       "      <td>Paris Saint-Germain</td>\n",
       "      <td>https://cdn.sofifa.org/teams/2/light/73.png</td>\n",
       "      <td>€118.5M</td>\n",
       "      <td>€290K</td>\n",
       "      <td>2143</td>\n",
       "      <td>Right</td>\n",
       "      <td>5.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>High/ Medium</td>\n",
       "      <td>Neymar</td>\n",
       "      <td>Yes</td>\n",
       "      <td>LW</td>\n",
       "      <td>10.0</td>\n",
       "      <td>Aug 3, 2017</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2022</td>\n",
       "      <td>5'9</td>\n",
       "      <td>150lbs</td>\n",
       "      <td>84+3</td>\n",
       "      <td>84+3</td>\n",
       "      <td>84+3</td>\n",
       "      <td>89+3</td>\n",
       "      <td>89+3</td>\n",
       "      <td>89+3</td>\n",
       "      <td>89+3</td>\n",
       "      <td>89+3</td>\n",
       "      <td>89+3</td>\n",
       "      <td>89+3</td>\n",
       "      <td>89+3</td>\n",
       "      <td>88+3</td>\n",
       "      <td>81+3</td>\n",
       "      <td>...</td>\n",
       "      <td>60+3</td>\n",
       "      <td>47+3</td>\n",
       "      <td>47+3</td>\n",
       "      <td>47+3</td>\n",
       "      <td>60+3</td>\n",
       "      <td>79.0</td>\n",
       "      <td>87.0</td>\n",
       "      <td>62.0</td>\n",
       "      <td>84.0</td>\n",
       "      <td>84.0</td>\n",
       "      <td>96.0</td>\n",
       "      <td>88.0</td>\n",
       "      <td>87.0</td>\n",
       "      <td>78.0</td>\n",
       "      <td>95.0</td>\n",
       "      <td>94.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>96.0</td>\n",
       "      <td>94.0</td>\n",
       "      <td>84.0</td>\n",
       "      <td>80.0</td>\n",
       "      <td>61.0</td>\n",
       "      <td>81.0</td>\n",
       "      <td>49.0</td>\n",
       "      <td>82.0</td>\n",
       "      <td>56.0</td>\n",
       "      <td>36.0</td>\n",
       "      <td>89.0</td>\n",
       "      <td>87.0</td>\n",
       "      <td>81.0</td>\n",
       "      <td>94.0</td>\n",
       "      <td>27.0</td>\n",
       "      <td>24.0</td>\n",
       "      <td>33.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>€228.1M</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>193080</td>\n",
       "      <td>De Gea</td>\n",
       "      <td>27</td>\n",
       "      <td>https://cdn.sofifa.org/players/4/19/193080.png</td>\n",
       "      <td>Spain</td>\n",
       "      <td>https://cdn.sofifa.org/flags/45.png</td>\n",
       "      <td>91</td>\n",
       "      <td>93</td>\n",
       "      <td>Manchester United</td>\n",
       "      <td>https://cdn.sofifa.org/teams/2/light/11.png</td>\n",
       "      <td>€72M</td>\n",
       "      <td>€260K</td>\n",
       "      <td>1471</td>\n",
       "      <td>Right</td>\n",
       "      <td>4.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Medium/ Medium</td>\n",
       "      <td>Lean</td>\n",
       "      <td>Yes</td>\n",
       "      <td>GK</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Jul 1, 2011</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2020</td>\n",
       "      <td>6'4</td>\n",
       "      <td>168lbs</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>17.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>51.0</td>\n",
       "      <td>42.0</td>\n",
       "      <td>57.0</td>\n",
       "      <td>58.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>43.0</td>\n",
       "      <td>31.0</td>\n",
       "      <td>67.0</td>\n",
       "      <td>43.0</td>\n",
       "      <td>64.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>38.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>68.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>68.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>85.0</td>\n",
       "      <td>87.0</td>\n",
       "      <td>88.0</td>\n",
       "      <td>94.0</td>\n",
       "      <td>€138.6M</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>192985</td>\n",
       "      <td>K. De Bruyne</td>\n",
       "      <td>27</td>\n",
       "      <td>https://cdn.sofifa.org/players/4/19/192985.png</td>\n",
       "      <td>Belgium</td>\n",
       "      <td>https://cdn.sofifa.org/flags/7.png</td>\n",
       "      <td>91</td>\n",
       "      <td>92</td>\n",
       "      <td>Manchester City</td>\n",
       "      <td>https://cdn.sofifa.org/teams/2/light/10.png</td>\n",
       "      <td>€102M</td>\n",
       "      <td>€355K</td>\n",
       "      <td>2281</td>\n",
       "      <td>Right</td>\n",
       "      <td>4.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>High/ High</td>\n",
       "      <td>Normal</td>\n",
       "      <td>Yes</td>\n",
       "      <td>RCM</td>\n",
       "      <td>7.0</td>\n",
       "      <td>Aug 30, 2015</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2023</td>\n",
       "      <td>5'11</td>\n",
       "      <td>154lbs</td>\n",
       "      <td>82+3</td>\n",
       "      <td>82+3</td>\n",
       "      <td>82+3</td>\n",
       "      <td>87+3</td>\n",
       "      <td>87+3</td>\n",
       "      <td>87+3</td>\n",
       "      <td>87+3</td>\n",
       "      <td>87+3</td>\n",
       "      <td>88+3</td>\n",
       "      <td>88+3</td>\n",
       "      <td>88+3</td>\n",
       "      <td>88+3</td>\n",
       "      <td>87+3</td>\n",
       "      <td>...</td>\n",
       "      <td>73+3</td>\n",
       "      <td>66+3</td>\n",
       "      <td>66+3</td>\n",
       "      <td>66+3</td>\n",
       "      <td>73+3</td>\n",
       "      <td>93.0</td>\n",
       "      <td>82.0</td>\n",
       "      <td>55.0</td>\n",
       "      <td>92.0</td>\n",
       "      <td>82.0</td>\n",
       "      <td>86.0</td>\n",
       "      <td>85.0</td>\n",
       "      <td>83.0</td>\n",
       "      <td>91.0</td>\n",
       "      <td>91.0</td>\n",
       "      <td>78.0</td>\n",
       "      <td>76.0</td>\n",
       "      <td>79.0</td>\n",
       "      <td>91.0</td>\n",
       "      <td>77.0</td>\n",
       "      <td>91.0</td>\n",
       "      <td>63.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>75.0</td>\n",
       "      <td>91.0</td>\n",
       "      <td>76.0</td>\n",
       "      <td>61.0</td>\n",
       "      <td>87.0</td>\n",
       "      <td>94.0</td>\n",
       "      <td>79.0</td>\n",
       "      <td>88.0</td>\n",
       "      <td>68.0</td>\n",
       "      <td>58.0</td>\n",
       "      <td>51.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>€196.4M</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       ID               Name      ...        GKReflexes Release Clause\n",
       "0  158023           L. Messi      ...               8.0        €226.5M\n",
       "1   20801  Cristiano Ronaldo      ...              11.0        €127.1M\n",
       "2  190871          Neymar Jr      ...              11.0        €228.1M\n",
       "3  193080             De Gea      ...              94.0        €138.6M\n",
       "4  192985       K. De Bruyne      ...              13.0        €196.4M\n",
       "\n",
       "[5 rows x 88 columns]"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Creating Dateframe with playars above 88 overall\n",
    "df1 = df.query(\"Overall>=88\")\n",
    "df1.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Number of Players with Rating greater than 90')"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYIAAAEWCAYAAABrDZDcAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvnQurowAAHgVJREFUeJzt3XuYHVWZ7/HvjwQIIUEItCCE0ICIIiJoKyoc5SAqChJFcMgRBhSNzPESD8xIvCB4mwOPouKMipFbFAW5gwQVVAgyw8UEgnIRQQgmQEggAgkgEHjnj7UaKpvu3ZXu3lWd1O/zPPvZu67r3WvXrrdq1U0RgZmZNddadQdgZmb1ciIwM2s4JwIzs4ZzIjAzazgnAjOzhnMiMDNrOCeCmkk6Q9LXaipbkk6X9HdJN6zitHtIWtip2Kok6ZeSDm0zvLbfKJd/sqRj6ip/dSNpvqS96o5jdeJE0CIvRIslrV/o91FJV9UYVqfsDrwDmBgRb2wdKOkwSc9KWi7pMUnzJO1bfZidFRHvjoiZ8Px3vmaw85LULSlynS3Py9P0VZj+ReVHxBER8dXBxjRSdCKhjoAk/VFJd+Xf+leSNi8Mk6QTJD2cXydIUl2xtuNE0LdRwLS6g1hVkkat4iRbAfMj4vE241wbEeOADYFTgXMkbTTYGIdC0ug6yh2kDXO9HQAcI+kddQc0VHXXf93lt5K0B/DvwGRgAnAPcFZhlKnA+4DXAjsB7wU+Xm2UJUWEX4UXMB+YDiwl/ZkBPgpclT93AwGMLkxzFfDR/Pkw4L+AbwOPAHcDb8n9FwCLgUML054BnAxcASwDZgNbFYa/Mg9bCtwBfLBl2h8AlwGPA3v18X02By7J098FfCz3Pxz4B/AssBz4ch/THgZcU+heP3/3HmAPYGFh2HTgr/k73Aa8P/dfJ5f9msK4LwWeALpy977AvFxf/w3s1PJ7HA38EXgKGJ2778tl3QG8vY/Yt87zWyt3/whYXBj+E+Azxd8PeFVLnTxSqOfvAbNymdcD2/az/PS1fNwA/FuJumpX/tfy5z2AhcBRpGXpAeDDhXlvDPwCeAz4A/C14m/YR7z/DNwLPAwck+t7rzzsOOA84Mw8v4+SNh57438YOAeYUJjfucAi4FHgauDVuf9U4Bng6fzdflFYPs8HlpBWpJ8uzOtF5bfE3t885wP/SlpmHgV+DozJwzYCLs3l/T1/ntjyX/4q6T+8DLgc2KSfuvsm8L2W/1r0LhukZXlqYfjhwHV1r+P6/C51BzDSXr1/BOCCwp9vVRPBCuDDpD2LrwF/I61I1gXemRewcXn8M3L3W/Pwk3r/uKQV74I8r9HALsBDwA6FaR8Fdst/0DF9fJ+rge8DY4Cd8x9gz0Ks7VYShxViGU3aS1oGvIQXJ4ID8x9hLeCfSInpZXnY94ETCuNOK/xpdyGt0HbN9XVo/g3WLfwe84AtgfWA7XOdbF74PfpbKf8NeH3+fAcpKb+qMGyXfn6/a1rmcwZppffGXA8/Bc7up8xuCssH8CZS0nt/ybrqr/xiIlgBfAVYG3hPnv9GefjZ+TUW2CHXVZ+/cR6+nNREuA5pxfYMKyeCZ0hbtWvl+p8GXAdMJC2vPwTOKszzI8D4POw7wLy+vkfuXguYC3wpl79N/o3e1V/5fXyHleZZWGZuyHU8AbgdOCIP2xj4QK6f8aTEdVHLf/mvwCvy970KOL6f+vsm8P1C9xb5t5+cux8Fdi0M7wGW1b2O6+vlpqH+fQn4lKSuQUx7T0ScHhHPkrZGtgS+EhFPRcTlpC2YlxfGnxURV0fEU8AXgDdL2pK0pTw/z2tFRNxE2no6sDDtxRHxXxHxXET8oxhEnsduwNER8Y+ImAecQtoKLOtNkh4hbeVNIa3QHm0dKSLOjYj7cxw/B+4krTgBZgJTCu2jh5C2yCFt1f0wIq6PiGcjtdU/RVqB9vpuRCyIiCdJW8vrAjtIWjsi5kfEX/uJfTbwNkmb5e7zcvfWwAbAzatQDxdGxA0RsYKUCHYeYPyHJD0JXEtKhBf1Dhigrsp4hrQ8PRMRl5FW5tvnpsEPAMdGxBMRcRup7vtzACkhXxMRT5OW+dabj10bERflWJ8EjgC+EBEL8/J6HHBAb7NNRJwWEcsKw14r6SX9lP8G0l7hVyLi6Yi4m7TndlCb8sv6bq7jpaQ9pJ1zfA9HxPm5fpYBXwfe1jLt6RHxl1zeOfT/W/8K+KCknSStxwv1NzYPH0dKBr0eBcaNxOMEI6rNbSSJiFskXUraDb59FSd/sPD5yTy/1n7jCt0LCuUul7SUtDWzFbBrXhH3Gs0LK9GVpu3D5sDSvMD3upe0ZVLWdRGx+0AjSfpn4EjSFjGk77cJQERcL+kJYA9JD5CS4CV5vK2AQyV9qjC7dXLsvYr1c5ekz5BWMq+W9GvgyIi4v4+wZgP7kZpSriZt3R1Can75fUQ8N9D3KlhU+PwEK/9+fdmEtFKYBvwf0tb709C+rkp6OCek1ni6SMtHcZkYaPko1u0Tkh5uGad1+q2ACyUV6+5ZYFNJi0gr1gNzLL3jbMLKK8TivDZvWb5HAb8vGX87rb/X5gCSxpKabfcmNRMBjJc0Km+49TVtn791RPxG0rGkjbMNSHtAy0jLG6QEvUFhkg2A5ZF3D0YS7xG0dyzwMdIuX6/eA6tjC/02Y2i27P0gaRxpd/Z+0p9gdkRsWHiNi4h/KUzbbqG6H5ggaXyh3yRS+/qwkbQVaUvuk8DGEbEhcAtQ3PKZCRxMWhGfV9h7WQB8veU7jo2I4kG3lb5jRPwsJ6et8rAT+gltNvC/SM0ps4FrSHtIb8vdfRm2P2new/kWKfH8XyhVV0Mpfwmp2Whiod+W/YwL6fjC8+PmrdqNW79GS/cC4N0tv9eYiLiPlPAmk5pWX8ILia6/77aAtPdcnNf4iHhPm/JbrWp9HUVqXtw1IjYgNckWY1wlEfG9iNguIjYlJYTRpN8T4FbSgeJer839RhwngjYi4i5S086nC/2WkFakB0saJekjwLZDLOo9knaXtA7pQNV1EbGAdCDrFZIOkbR2fr1B0qtKxr+AdMDq/0saI2kn0gGrM4cYb6veg8hLACR9GNixZZwzgfeTksGPC/1/BBwhadd8ut36kvZpSV7Pk7S9pD0lrUtawT7JC1ueK4mIO/Pwg0kJ9THS3toH6D8RPAhMzL/FcDke+KykMQxcV4MuP2/RXgAcJ2mspFfSvhnwPOC9kt6SyzuOgVeIJwNfzwkNSV2SJudh40nNeg+TNpT+vWXaB0nHAXrdACyTdLSk9fL/aUdJbxjwy/Y/z4GMJy0Tj0iaQNrYG5T8n9oxL7eTgBnASRHx9zzKj4EjJW2RTys9inRMY8RxIhjYV0h/3qKPAf9GWuBfTVrZDsXPSAvkUuD1pBUXuUnnnaQ20/tJu6wnkNrIy5pC2jK7H7iQ1H78myHGu5LcFn0iqT38QeA1pLMuiuMsAG4krQR/X+g/h1Sf/0k6i+Mu0gHT/qxLWrE+RKqPlwKfazP+bFJTyoJCt3IsffkdaattkaSH2sx3VcwifbePlairoZb/SdLW+CJSE+JZpJXzi0TErcCnSAeXHyA1ZSzub/zsJFKz3uWSlpEOHO+ah/2Y1PR4H+lsqOtapj2VdGznEUkX5cS1L6kN/h7Sb3pKjr+sleZZYvzvkA4CP5Tj+9UqlNVqDOm/u5yU1K4lnXnV64ek4xN/Iu0lzMr9RhyNwOYqW0NJOg24PyK+WHcsTSHpBGCziDi0xLjjSKfcbhcR93Q8OBsxvEdglZDUDexP2oKzDpH0ynwWiyS9kdQUeGGb8d+bm5HWJ50O+SfS6ZfWIE4E1nGSvkraNf6GtzQ7bjzpOMHjpONbJwIXtxl/MqnZ8H5gO+CgkXhWi3WWm4bMzBrOewRmZg23WlxQtskmm0R3d3fdYZiZrVbmzp37UEQMeHeE1SIRdHd3M2fOnLrDMDNbrUi6t8x4bhoyM2s4JwIzs4ZzIjAzazgnAjOzhnMiMDNrOCcCM7OGcyIwM2s4JwIzs4ZzIjAza7jV4spiWz10T59VW9nzj9+ntrLNVnfeIzAzazgnAjOzhnMiMDNrOCcCM7OGcyIwM2s4JwIzs4ZzIjAzazgnAjOzhnMiMDNruI4lAkmnSVos6ZY+hh0lKSRt0qnyzcysnE7uEZwB7N3aU9KWwDuBv3WwbDMzK6ljiSAirgaW9jHo28BngehU2WZmVl6lxwgkTQbui4ibqyzXzMz6V9ndRyWNBT5PahYqM/5UYCrApEmTOhiZmVmzVblHsC2wNXCzpPnAROBGSZv1NXJEzIiInojo6erqqjBMM7NmqWyPICL+BLy0tzsng56IeKiqGMzM7MU6efroWcC1wPaSFko6vFNlmZnZ4HVsjyAipgwwvLtTZZuZWXm+stjMrOGcCMzMGs6JwMys4ZwIzMwazonAzKzhnAjMzBrOicDMrOGcCMzMGs6JwMys4ZwIzMwazonAzKzhnAjMzBrOicDMrOGcCMzMGs6JwMys4ZwIzMwazonAzKzhnAjMzBrOicDMrOE6+fD60yQtlnRLod83JP1Z0h8lXShpw06Vb2Zm5XRyj+AMYO+WflcAO0bETsBfgM91sHwzMyuhY4kgIq4Glrb0uzwiVuTO64CJnSrfzMzKqfMYwUeAX/Y3UNJUSXMkzVmyZEmFYZmZNUstiUDSF4AVwE/7GyciZkRET0T0dHV1VRecmVnDjK66QEmHAfsCb4+IqLp8MzNbWaWJQNLewGeBt0XEE1WWbWZmfevk6aNnAdcC20taKOlw4D+B8cAVkuZJOrlT5ZuZWTkd2yOIiCl99D61U+WZmdng+MpiM7OGcyIwM2s4JwIzs4ZzIjAzazgnAjOzhnMiMDNruAETgaT1Ja2VP79C0n6S1u58aGZmVoUyewRXA2MkbQFcDhxCusW0mZmtAcokAuXbQewPfD8iDgRe3dmwzMysKqUSgaQ3Ax8CZuV+ozoXkpmZValMIphGepLYhRFxq6RtgCs7G5aZmVWl7b2GJI0C9ouI/Xr7RcTdwKc7HZiZmVWj7R5BRDwL7F5RLGZmVoMydx+9SdIlwLnA4709I+KCjkVlZmaVKZMIxgAPA3sW+gXgRGBmtgYYMBFExIerCMTMzOpR5sriV0j6raRbcvdOkr7Y+dDMzKwKZU4f/RHp9NFnACLij8BBnQzKzMyqUyYRjI2IG1r6rehEMGZmVr0yieAhSduSDhAj6QDggYEmknSapMW9TUq53wRJV0i6M79vNOjIzcxsWJRJBJ8Afgi8UtJ9wGeAI0pMdwawd0u/6cBvI2I74Le528zMalTm9NF7I2IvSesDa0XEsjIzjoirJXW39J4M7JE/zwSuAo4uFamZmXVEmT2COyV9A5hUNgm0sWlE9DYrLQI27W9ESVMlzZE0Z8mSJUMs1szM+lMmEbwW+AtwqqTr8gp6g6EWHBFBPu7Qz/AZEdETET1dXV1DLc7MzPoxYCKIiGUR8aOIeAupGedY4AFJMyW9fBXLe1DSywDy++JVjtjMzIZVmQvKRuXHU14IfAc4EdgG+AVw2SqWdwlwaP58KHDxKk5vZmbDrMzB4jtJzx/4RkT8d6H/eZLe2t9Eks4iHRjeRNJC0p7E8cA5kg4H7gU+ONjAzcxseJRJBDtFxPK+BkREv88liIgp/Qx6e5nAzMysGmUSwQpJnyA9p3hMb8+I+EjHojIzs8qUOWvoJ8BmwLuA2cBEYKinkZqZ2QhRJhG8PCKOAR6PiJnAPsCunQ3LzMyqUiYRPJPfH5G0I/AS4KWdC8nMzKpU5hjBjHxzuGNIp3+OA77U0ajMzKwyZZ5Qdkr+OJt0/YCZma1B+k0Eko5sN2FEfGv4wzEzs6q12yMYX1kUZmZWm34TQUR8ucpAzGzVdE+fVUu584/fp5ZyrXPK3GtoG0m/kLQkP3HsYkk+VmBmtoYoc/roz4BzgJcBmwPnAmd1MigzM6tO2YfX/yQiVuTXmRRuNWFmZqu3MtcR/FLSdOBs0oNk/gm4TNIEgIhY2sH4zMysw8okgt5bRX+8pf9BpMTg4wVmZquxMheUbV1FIGZmVo8yxwjMzGwN5kRgZtZw/SYCSbvl93WrC8fMzKrWbo/gu/n92uEuVNL/k3SrpFsknSXJp6OamdWk3cHiZyTNALaQ9N3Wge2eV9yOpC2ATwM7RMSTks4hnYF0xmDmZ2ZmQ9MuEewL7EV6ROXcDpS7nqRngLHA/cM8fzMzK6ndTeceAs6WdHtE3DxcBUbEfZK+CfwNeBK4PCIubx1P0lRgKsCkSZOGq3gzM2vR7nkE/0G6YAxJLxo+hKahjYDJwNbAI8C5kg7Ot64ozn8GMAOgp6cnBlOWmZkNrN3B4jmkJqExwOuAO/NrZ2CdIZS5F3BPRCyJiGeAC4C3DGF+ZmY2BO2ahmYCSPoXYPeIWJG7TwZ+P4Qy/wa8SdJYUtPQ20lJx8zMalDmgrKNgA0K3eNyv0GJiOuB84AbgT/lGGYMdn5mZjY0ZW46dzxwk6QrAQFvBY4bSqERcSxw7FDmYWZmw6PMTedOl/RLYNfc6+iIWNTZsMzMrCpl9gjIK/6LOxyLmZnVwDedMzNrOCcCM7OGa5sIJI2S9OeqgjEzs+q1TQQR8SxwhyTf48HMbA1V5mDxRsCtkm4AHu/tGRH7dSwqMzOrTJlEcEzHozAzs9qUuY5gtqStgO0i4jf51hCjOh+a2cjXPX1W3SGYDdmAZw1J+hjplhA/zL22AC7qZFBmZladMqePfgLYDXgMICLuBF7ayaDMzKw6ZRLBUxHxdG+HpNHk5xSYmdnqr0wimC3p86RHS74DOBf4RWfDMjOzqpRJBNOBJaRbRn8cuAz4YieDMjOz6pQ5a+g5STOB60lNQndEhJuGzMzWEAMmAkn7ACcDfyU9j2BrSR+PiF92OjgzM+u8MheUnQj874i4C0DStsAswInAzGwNUOYYwbLeJJDdDSzrUDxmZlaxfvcIJO2fP86RdBlwDukYwYHAHyqIzczMKtCuaei9hc8PAm/Ln5cA6w2lUEkbAqcAO5KSy0ci4tqhzNPMzAan30QQER/uYLknAb+KiAMkrQOM7WBZZmbWRpmzhrYGPgV0F8cf7G2oJb0EeCtwWJ7P08DT7aYxM7POKXPW0EXAqaSriZ8bhjK3JjUvnS7ptcBcYFpEPF4cSdJUYCrApEl+Lo6157uAmg1embOG/hER342IKyNidu9rCGWOBl4H/CAidiE97GZ660gRMSMieiKip6urawjFmZlZO2X2CE6SdCxwOfBUb8+IuHGQZS4EFkbE9bn7PPpIBGZmVo0yieA1wCHAnrzQNBS5e5VFxCJJCyRtHxF3AG8HbhvMvMzMbOjKJIIDgW2Kt6IeBp8CfprPGLob6OQZSmZm1kaZRHALsCGweLgKjYh5QM9wzc/MzAavTCLYEPizpD+w8jGCQZ0+amZmI0uZRHBsx6MwM7PalHkewVBOFTUzsxGuzJXFy3jhGcXrAGsDj0fEBp0MzMzMqlFmj2B872dJAiYDb+pkUGZmVp0yVxY/L5KLgHd1KB4zM6tYmaah/Quda5FO+/xHxyIyM7NKlTlrqPhcghXAfFLzkJmZrQHKHCPwVb9mZmuwdo+q/FKb6SIivtqBeMzMrGLt9gge76Pf+sDhwMaAE4GZ2Rqg3aMqT+z9LGk8MI10c7izgRP7m87MzFYvbY8RSJoAHAl8CJgJvC4i/l5FYGZmVo12xwi+AewPzABeExHLK4vKzMwq0+6CsqOAzYEvAvdLeiy/lkl6rJrwzMys09odI1ilq47NzGz15JW9mVnDORGYmTVcbYlA0ihJN0m6tK4YzMys3j2CacDtNZZvZmbUlAgkTQT2AU6po3wzM3tBXXsE3wE+CzxXU/lmZpZVnggk7Qssjoi5A4w3VdIcSXOWLFlSUXRmZs1Txx7BbsB+kuaT7lu0p6QzW0eKiBkR0RMRPV1dXVXHaGbWGJUngoj4XERMjIhu4CDgdxFxcNVxmJlZ4usIzMwarsyjKjsmIq4CrqozBjOzpvMegZlZwzkRmJk1nBOBmVnDORGYmTWcE4GZWcM5EZiZNZwTgZlZwzkRmJk1XK0XlFlndE+fVXcIZrYa8R6BmVnDORGYmTWcE4GZWcM5EZiZNZwTgZlZwzkRmJk1nBOBmVnDORGYmTWcE4GZWcM5EZiZNVzliUDSlpKulHSbpFslTas6BjMze0Ed9xpaARwVETdKGg/MlXRFRNxWQyxmZo1X+R5BRDwQETfmz8uA24Etqo7DzMySWo8RSOoGdgGu72PYVElzJM1ZsmRJ1aGZmTVGbYlA0jjgfOAzEfFY6/CImBERPRHR09XVVX2AZmYNUUsikLQ2KQn8NCIuqCMGMzNL6jhrSMCpwO0R8a2qyzczs5XVsUewG3AIsKekefn1nhriMDMzajh9NCKuAVR1uWZm1jdfWWxm1nBOBGZmDedEYGbWcE4EZmYN50RgZtZwTgRmZg3nRGBm1nBOBGZmDVfH8wgq1T19Vm1lzz9+n9rKNrPhs6avR7xHYGbWcE4EZmYN50RgZtZwTgRmZg3nRGBm1nBOBGZmDedEYGbWcE4EZmYN50RgZtZwTgRmZg1XSyKQtLekOyTdJWl6HTGYmVlSeSKQNAr4HvBuYAdgiqQdqo7DzMySOvYI3gjcFRF3R8TTwNnA5BriMDMz6rn76BbAgkL3QmDX1pEkTQWm5s7lku6oILZWmwAPDXZinTCMkYxMQ6qfhljj6miYl+s1rn6Gm04YUh1tVWakEXsb6oiYAcyoMwZJcyKip84YRjLXz8BcR+25fgZWRR3V0TR0H7BloXti7mdmZjWoIxH8AdhO0taS1gEOAi6pIQ4zM6OGpqGIWCHpk8CvgVHAaRFxa9VxlFRr09RqwPUzMNdRe66fgXW8jhQRnS7DzMxGMF9ZbGbWcE4EZmYN50QASNpS0pWSbpN0q6Rpuf8ESVdIujO/b1R3rHVpU0fHSbpP0rz8ek/dsdZB0hhJN0i6OdfPl3P/rSVdn2+n8vN8gkTjtKmfMyTdU1h+dq471rpJGiXpJkmX5u6OL0M+RgBIehnwsoi4UdJ4YC7wPuAwYGlEHJ/vibRRRBxdY6i1aVNHHwSWR8Q3aw2wZpIErB8RyyWtDVwDTAOOBC6IiLMlnQzcHBE/qDPWOrSpnyOASyPivFoDHEEkHQn0ABtExL6SzqHDy5D3CICIeCAibsyflwG3k66AngzMzKPNJK34GqlNHRkQyfLcuXZ+BbAn0LuSa+wy1KZ+rEDSRGAf4JTcLSpYhpwIWkjqBnYBrgc2jYgH8qBFwKY1hTWitNQRwCcl/VHSaQ1vPhslaR6wGLgC+CvwSESsyKMspMHJs7V+IqJ3+fl6Xn6+LWndGkMcCb4DfBZ4LndvTAXLkBNBgaRxwPnAZyLiseKwSG1ojd+C6aOOfgBsC+wMPACcWGN4tYqIZyNiZ9LV8m8EXllzSCNKa/1I2hH4HKme3gBMABrZ9AogaV9gcUTMrbpsJ4Ist1ueD/w0Ii7IvR/MbeO9beSL64pvJOirjiLiwfwHfw74EWkF2GgR8QhwJfBmYENJvRdu+nYqrFQ/e+cmx4iIp4DTafbysxuwn6T5pLsy7wmcRAXLkBMBz7fDnQrcHhHfKgy6BDg0fz4UuLjq2EaK/uqoN1Fm7wduqTq2kUBSl6QN8+f1gHeQjqNcCRyQR2vsMtRP/fy5sKElUtt3I5cfgIj4XERMjIhu0q13fhcRH6KCZchnDQGSdgd+D/yJF9rmPk9qAz8HmATcC3wwIpbWEmTN2tTRFFKzUADzgY8Xjqs0hqSdSAfyRpE2sM6JiK9I2oa0dTcBuAk4OG/9Nkqb+vkd0AUImAccUTio3FiS9gD+NZ811PFlyInAzKzh3DRkZtZwTgRmZg3nRGBm1nBOBGZmDedEYGbWcE4EZgOQ9D5JIclXCtsayYnAbGBTSHfLnFJ3IGad4ERg1ka+t9LuwOGkqz2RtJak70v6c35OxWWSDsjDXi9ptqS5kn7dcuW12YjkRGDW3mTgVxHxF+BhSa8H9ge6gR2AQ0j3FOq9F9N/AAdExOuB04Cv1xG02aoYPfAoZo02hXTjL0iX+U8h/W/OzTfaWyTpyjx8e2BH4Ip06xxGke7IajaiORGY9UPSBNIdIF8jKUgr9gAu7G8S4NaIeHNFIZoNCzcNmfXvAOAnEbFVRHRHxJbAPcBS4AP5WMGmwB55/DuALknPNxVJenUdgZutCicCs/5N4cVb/+cDm5GeFHUbcCZwI/BoRDxNSh4nSLqZdDfNt1QXrtng+O6jZoMgaVx+EPvGwA3AbhGxqO64zAbDxwjMBufS/KCVdYCvOgnY6sx7BGZmDedjBGZmDedEYGbWcE4EZmYN50RgZtZwTgRmZg33P5SY5kCMToOpAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.hist(df1.Age)\n",
    "plt.xlabel('Age')\n",
    "plt.ylabel('Number df players')\n",
    "plt.title('Number of Players with Rating greater than 90')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import seaborn as sns\n",
    "plt.figure(figsize=(10,8))\n",
    "sns.heatmap(df1.corr(),linewidths=4)\n",
    "plt.title('Dataset Heatmap')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Getting rid of all the elements that makes difficult to convert the different columns datatypes\n",
    "df1['Value'] = df1['Value'].str.replace('€', '')\n",
    "#df1['Value'] = df1['Value'].str.replace('K', '000')\n",
    "df1['Value'] = df1['Value'].str.replace('M', '')\n",
    "df1['Wage'] = df1['Wage'].str.replace('€', '')\n",
    "df1['Wage'] = df1['Wage'].str.replace('K', '')\n",
    "\n",
    "# Changing the datatypes of the selected columns\n",
    "df1.Value = df1.Value.astype('float')\n",
    "df1.Wage = df1.Wage.astype('int')\n",
    "df1.Name = df1.Name.astype('category')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(array([ 0,  1,  2,  3,  4,  5,  6,  7,  8,  9, 10, 11, 12, 13, 14, 15, 16,\n",
       "        17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33,\n",
       "        34, 35, 36, 37, 38, 39, 40, 41]),\n",
       " <a list of 42 Text xticklabel objects>)"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10, 10))\n",
    "df2 = df1.sort_values(['Value'])\n",
    "sns.barplot(x = \"Name\" , y  = 'Value', data = df2 ,order = df2['Name'], \n",
    "             palette = 'rocket')\n",
    "plt.title(\"Value of players (In millions)\")\n",
    "plt.xticks(rotation = 90)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(array([ 0,  1,  2,  3,  4,  5,  6,  7,  8,  9, 10, 11, 12, 13, 14, 15, 16,\n",
       "        17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33,\n",
       "        34, 35, 36, 37, 38, 39, 40, 41]),\n",
       " <a list of 42 Text xticklabel objects>)"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10, 10))\n",
    "df2 = df1.sort_values(['Wage'])\n",
    "sns.barplot(x = \"Name\" , y  = 'Wage', data = df2 ,order = df2['Name'], \n",
    "             palette = 'rocket')\n",
    "plt.title(\"Wage Of players (In K)\")\n",
    "plt.xticks(rotation = 90)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 3500x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt; plt.rcdefaults()\n",
    "\n",
    "df_best_players = pd.DataFrame.copy(df.sort_values(by = 'Overall' , \n",
    "                                                   ascending = False ).head(22))\n",
    "\n",
    "plt.figure(figsize=(35, 10))\n",
    "plt.bar('Name' , 'Overall' , data = df_best_players, width=0.7)\n",
    "plt.xlabel('Players names', fontsize=20) \n",
    "plt.xticks(rotation = 90,fontsize=20, fontname='monospace')\n",
    "plt.ylabel('Overall Rating', fontsize=20)\n",
    "plt.title('Top 22 players Overall Rating', fontsize=25)\n",
    "plt.ylim(87 , 95)\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}
